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GitHub - hkust-nlp deita: Deita: Data-Efficient Instruction Tuning for . . . Deita is an open-sourced project designed to facilitate Automatic Data Selection for instruction tuning in Large Language Models (LLMs) It includes: Open-sourced Toolkits for automatic data selection in instruction tuning; Deita Datasets: A series of extremely lightweight, high-quality alignment SFT data We release 6k-sized and 10k-sized
Fine-tuning Large Language Models on a budget with DEITA - Mantis NLP DEITA (Data-Efficient Instruction Tuning for Alignment) studies an automatic data selection process by first quantifying the data quality based on complexity, quality and diversity And second, selecting across the best potential combination from an open-source dataset that would fit into the budget you allocate to tune your own LLM
DEITA - Distilabel Docs - Argilla DEITA (Data-Efficient Instruction Tuning for Alignment) studies an automatic data selection process by first quantifying the data quality based on complexity, quality and diversity And second, selecting across the best potential combination from an open-source dataset that would fit into the budget you allocate to tune your own LLM
hkust-nlp deita-6k-v0 · Datasets at Hugging Face Deita is an open-sourced project designed to facilitate Automatic Data Selection for instruction tuning in Large Language Models (LLMs) This dataset includes 6k of lightweight, high-quality alignment SFT data, mainly automatically selected from the following datasets:
arXiv:2312. 15685v2 [cs. CL] 16 Apr 2024 Published as a conference paper at ICLR 2024 WHAT MAKES GOOD DATA FOR ALIGNMENT? A COMPREHENSIVE STUDY OF AUTOMATIC DATA SELECTION IN INSTRUCTION TUNING Wei Liu ∗1 Weihao Zeng 2 Keqing He3 Yong Jiang4 Junxian He5 1ShanghaiTech University 2Beijing University of Posts and Telecommunications 3Meituan 4Alibaba Group 5The Hong Kong University of Science and Technology liuwei4@shanghaitech edu cn
DeitaFiltering - Distilabel Docs Filter dataset rows using DEITA filtering strategy Filter the dataset based on the DEITA score and the cosine distance between the embeddings It's an implementation of the filtering step from the paper 'What Makes Good Data for Alignment?
Meaning of deità in the Italian dictionary - educalingo The definition of deity in the dictionary is essence, divine nature Deity is also divinity La definizione di deità nel dizionario è essenza, natura divina Deità è anche divinità